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holographic_memory

Implementation of Holographic Reduced Representations in Tensorflow

Requirements

Code is currently for python2 and requires the following dependencies:

  • numpy
  • sklearn
  • tensorflow
  • matplotlib

Usage

python run_mnist_example.py # See file for possible flags

Flags

Flags are defined here for the mnist example.

Input Images

Listed below are the original images from a minibatch size of 3

original image 0

original image 1

original image 2

Reconstruction

Listed below is the reconstruction of the original 3 images using a memory of 20 traces:

recovered image 0

recovered image 1

recovered image 2

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Example of holographic reduced representations in Tensorflow

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